This is used to simulate a higher batch size. accum_steps – Number of updates to accumulate before applying.max_grad_norm – Clip gradients larger than this norm.lr_warmup – Learning rate warmup (percentage of all batches to warmup for).lr_schedule – Learning rate schedule – see finetune/optimizers.py for more options.epsilon – Adam epsilon parameter: Defaults to 1e-8.
optimizer – Optimizer to use, current options include AdamW or AdamaxW.vector_l2 – Whether to apply weight decay regularization to vectors (biases, normalization etc.).l2_reg – L2 regularization coefficient.clf_p_drop – Classifier dropout probability.resid_p_drop – Residual layer fully connected network dropout probability.attn_p_drop – Attention dropout probability.embed_p_drop – Embedding dropout probability.interpolate_pos_embed – Interpolate positional embeddings when max_length differs from it’s original value of.low_memory_mode – When True, only store partial gradients on forward passĪnd recompute remaining gradients incrementally in order to save memory.chunk_long_sequences – When True, use a sliding window approach to predict onĮxamples that are longer than max length.weight_stddev – Standard deviation of initial weights.(unless chunk_long_sequences=True for SequenceLabeler models). Examples longer than this number will be truncated max_length – Maximum number of subtokens per sequence.random_seed – Random seed to use for repeatability purposes, defaults to 42.n_epochs – Number of iterations through training data, defaults to 3.visible_gpus – List of integer GPU ids to spread out computation across, defaults to all available GPUs.batch_size – Number of examples per batch, defaults to 2.GM said in November that it would cut 30,000 jobs through 2008 and close 12 facilities to reduce excess capacity.įord said last month it planned to eliminate 4,000 salaried jobs, or 10% of its North American white-collar work force, as part of the plan.Model Configuration Options ¶ class nfig. The companys sales fell by 18% in November. Fords US sales have fallen in all but two of the last 18 months. So far this year, Fords North American unit has lost over $1.4 billion before taxes. Like General Motors Corp, Ford has seen its margins squeezed by soaring health-care and raw material costs, and a decline in US market share. He declined to comment on the boards agenda.
The plan is in development, said Ford spokesman Oscar Suris, reiterating that it will be announced in January. The Way Forward plan will also include strategies to increase the appeal of Ford brands and strengthen the automakers product line-up, Fields said in an earlier e-mail to employees. They desperately need to contract the size of the company.įords executive vice-president, in-charge of its America operations, Mark Fields who is drafting the strategy along with the chief operating officer of Americas Anne Stevens told employees on Friday in an e-mail that the restructuring plan is not yet final. It is a matter of very high urgency that they do this, Cole said. The turnaround plan could contain the shuttering of at least four assembly plants and a dozen parts facilities in the region, said David Cole, chairman of the Ann Arbor, Michigan-based Center for Automotive Research. Fords board of directors will begin a two-day meeting on Wednesday. The No 2 automaker has said it would unveil in January a turnaround plan for its largest market, dubbed Way Forward, which chief executive Bill Ford Jr has said would include significant plant closings.
Ford Motor Cos board this week is expected to review parts of a restructuring plan that aims to revive the automakers ailing North American vehicle operations, a source said on Monday.
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